Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201
Fargo (1996) 24,611,975 Pulp Fiction (1994) 84,022,201 Fargo (1996) 24,611,975
Casablanca (1942) 5,806,467 Contact (1997) 149,887,543 Citizen Kane (1941) 1,640,769
Citizen Kane (1941) 1,640,769 Return of the Jedi (1983) 500,773,409 Chinatown (1974) 42,400,000
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Twelve Monkeys (1995) 82,512,000 Delicatessen (1991) 1,794,187
Empire Strikes Back, The (1980) 225,554,189 English Patient, The (1996) 111,415,132 Manchurian Candidate, The (1962) 4,180,630
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Big Night (1996) 11,881,039
Princess Bride, The (1987) 21,277,649 One Flew Over the Cuckoo's Nest (1975) 171,940,000 Empire Strikes Back, The (1980) 225,554,189
Big Night (1996) 11,881,039 Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000
Twelve Monkeys (1995) 82,512,000 Casablanca (1942) 5,806,467 Monty Python's Life of Brian (1979) 646,124
Average 76,965,553 Average 149,693,216 Average 43,575,611

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Amadeus (1984) 23,401,401
Raging Bull (1980) 49,034
Godfather, The (1972) 291,702,411
Godfather: Part II, The (1974) 87,973,000
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Trust (1990) 356,122
Crumb (1994) 3,174,695
Usual Suspects, The (1995) 1,120,000
Boot, Das (1981) 11,433,134
Rosencrantz and Guildenstern Are Dead (1990) 739,104
City of Lost Children, The (1995) 1,513,028
GoodFellas (1990) 67,336,394
Wings of Desire (1987) 3,806,540
Primal Fear (1996) 80,646,667
Taxi Driver (1976) 33,669,000
Silence of the Lambs, The (1991) 137,332,208
Sleepers (1996) 76,705,552
When We Were Kings (1996) 2,666,118
Star Wars (1977) 731,853,665
Three Colors: Red (1994) 4,043,686
Three Colors: White (1994) 1,464,625
Heavenly Creatures (1994) 3,049,135
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Unforgiven (1992) 119,081,912
Rear Window (1954) 6,759,601
Glengarry Glen Ross (1992) 10,725,228
Annie Hall (1977) 57,253,791
Alien (1979) 42,285,739
Reservoir Dogs (1992) 2,687,008
Natural Born Killers (1994) 72,282,766
Blade Runner (1982) 1,445,283
Donnie Brasco (1997) 60,851,988
Vanya on 42nd Street (1994) 1,746,050
Brazil (1985) 6,500,000
Monty Python and the Holy Grail (1974) 1,821,082
Dead Man (1995) 1,025,488
Paris, Texas (1984) 2,164,507
Richard III (1995) 2,600,000
Psycho (1960) 43,200,000
Being There (1979) 30,177,511
North by Northwest (1959) 19,977,527
2001: A Space Odyssey (1968) 25,761,621
Manhattan (1979) 39,900,000
Jaws (1975) 199,275,376
Clockwork Orange, A (1971) 38,589,355
Henry V (1989) 10,161,099
Postino, Il (1994) 20,681,301
Shawshank Redemption, The (1994) 28,341,469
Full Monty, The (1997) 45,857,453
Raising Arizona (1987) 22,847,564
Apocalypse Now (1979) 42,606,290
House of Yes, The (1997) 617,403
Average 48,660,279
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